{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import sys\n",
    "sys.path.append('../../trajectron')\n",
    "import os\n",
    "import numpy as np\n",
    "import torch\n",
    "import dill\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import matplotlib.patheffects as pe\n",
    "from helper import *\n",
    "import visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load nuScenes SDK and data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "nuScenes_data_path = # Data Path to nuScenes data set \n",
    "nuScenes_devkit_path = './devkit/python-sdk/'\n",
    "sys.path.append(nuScenes_devkit_path)\n",
    "from nuscenes.map_expansion.map_api import NuScenesMap\n",
    "nusc_map = NuScenesMap(dataroot=nuScenes_data_path, map_name='boston-seaport')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "line_colors = ['#375397','#80CBE5','#ABCB51','#F05F78', '#C8B0B0']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Map Encoding Demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../processed/nuScenes_test_full.pkl', 'rb') as f:\n",
    "    eval_env = dill.load(f, encoding='latin1')\n",
    "eval_scenes = eval_env.scenes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ph = 6\n",
    "log_dir = './models'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Loading from ./models/int_ee_me/model_registrar-12.pt\n",
      "Loaded!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model_dir = os.path.join(log_dir, 'int_ee_me') \n",
    "eval_stg, hyp = load_model(model_dir, eval_env, ts=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'105'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene = eval_scenes[25]\n",
    "scene.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define ROI in nuScenes Map\n",
    "x_min = 773.0\n",
    "x_max = 1100.0\n",
    "y_min = 1231.0\n",
    "y_max = 1510.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "layers = ['drivable_area',\n",
    "          'road_segment',\n",
    "          'lane',\n",
    "          'ped_crossing',\n",
    "          'walkway',\n",
    "          'stop_line',\n",
    "          'road_divider',\n",
    "          'lane_divider']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction including Map Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ph = 6\n",
    "with torch.no_grad():\n",
    "    timestep = np.array([2])\n",
    "    predictions = eval_stg.predict(scene,\n",
    "                                   timestep,\n",
    "                                   ph,\n",
    "                                   num_samples=500)\n",
    "\n",
    "    predictions_mm = eval_stg.predict(scene,\n",
    "                                      timestep,\n",
    "                                      ph,\n",
    "                                      num_samples=1,\n",
    "                                      z_mode=True,\n",
    "                                      gmm_mode=True)\n",
    "\n",
    "    # Plot predicted timestep for random scene in map\n",
    "    my_patch = (x_min, y_min, x_max, y_max)\n",
    "    fig, ax = nusc_map.render_map_patch(my_patch, layers, figsize=(10, 10), alpha=0.1, render_egoposes_range=False)\n",
    "\n",
    "    ax.plot([], [], 'ko-',\n",
    "            zorder=620,\n",
    "            markersize=4,\n",
    "            linewidth=2, alpha=0.7, label='Ours (MM)')\n",
    "\n",
    "    ax.plot([],\n",
    "            [],\n",
    "            'w--o', label='Ground Truth',\n",
    "            linewidth=3,\n",
    "            path_effects=[pe.Stroke(linewidth=4, foreground='k'), pe.Normal()])\n",
    "\n",
    "    plot_vehicle_nice(ax,\n",
    "                      predictions,\n",
    "                      scene.dt,\n",
    "                      max_hl=10,\n",
    "                      ph=ph,\n",
    "                      map=None, x_min=x_min, y_min=y_min)\n",
    "\n",
    "    plot_vehicle_mm(ax,\n",
    "                    predictions_mm,\n",
    "                    scene.dt,\n",
    "                    max_hl=10,\n",
    "                    ph=ph,\n",
    "                    map=None, x_min=x_min, y_min=y_min)\n",
    "\n",
    "    ax.set_ylim((1385, 1435))\n",
    "    ax.set_xlim((850, 900))\n",
    "    leg = ax.legend(loc='upper right', fontsize=20, frameon=True)\n",
    "    ax.axis('off')\n",
    "    for lh in leg.legendHandles:\n",
    "        lh.set_alpha(.5)\n",
    "    ax.get_legend().remove()\n",
    "    fig.show()\n",
    "    fig.savefig('plots/qual_nuScenes_map_pos.pdf', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction without Map Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Loading from ./models/int_ee/model_registrar-12.pt\n",
      "Loaded!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model_dir = os.path.join(log_dir, 'int_ee') \n",
    "eval_stg_nm, hyp = load_model(model_dir, eval_env, ts=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ph = 6\n",
    "with torch.no_grad():\n",
    "    timestep = np.array([2])\n",
    "    predictions = eval_stg_nm.predict(scene,\n",
    "                                   timestep,\n",
    "                                   ph,\n",
    "                                   num_samples=500)\n",
    "\n",
    "    predictions_mm = eval_stg_nm.predict(scene,\n",
    "                                      timestep,\n",
    "                                      ph,\n",
    "                                      num_samples=1,\n",
    "                                      z_mode=True,\n",
    "                                      gmm_mode=True)\n",
    "\n",
    "    # Plot predicted timestep for random scene in map\n",
    "    my_patch = (x_min, y_min, x_max, y_max)\n",
    "    fig, ax = nusc_map.render_map_patch(my_patch, layers, figsize=(10, 10), alpha=0.1, render_egoposes_range=False)\n",
    "\n",
    "    ax.plot([], [], 'ko-',\n",
    "            zorder=620,\n",
    "            markersize=4,\n",
    "            linewidth=2, alpha=0.7, label='Ours (MM)')\n",
    "\n",
    "    ax.plot([],\n",
    "            [],\n",
    "            'w--o', label='Ground Truth',\n",
    "            linewidth=3,\n",
    "            path_effects=[pe.Stroke(linewidth=4, foreground='k'), pe.Normal()])\n",
    "\n",
    "    plot_vehicle_nice(ax,\n",
    "                      predictions,\n",
    "                      scene.dt,\n",
    "                      max_hl=10,\n",
    "                      ph=ph,\n",
    "                      map=None, x_min=x_min, y_min=y_min)\n",
    "\n",
    "    plot_vehicle_mm(ax,\n",
    "                    predictions_mm,\n",
    "                    scene.dt,\n",
    "                    max_hl=10,\n",
    "                    ph=ph,\n",
    "                    map=None, x_min=x_min, y_min=y_min)\n",
    "\n",
    "    ax.set_ylim((1385, 1435))\n",
    "    ax.set_xlim((850, 900))\n",
    "    leg = ax.legend(loc='upper right', fontsize=20, frameon=True)\n",
    "    ax.axis('off')\n",
    "    for lh in leg.legendHandles:\n",
    "        lh.set_alpha(.5)\n",
    "    ax.get_legend().remove()\n",
    "    fig.show()\n",
    "    fig.savefig('plots/qual_nuScenes_no_map_pos.pdf', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction using velocity output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Loading from ./models/ee_vel/model_registrar-12.pt\n",
      "Loaded!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model_dir = os.path.join(log_dir, 'ee_vel') \n",
    "eval_stg_vel, hyp = load_model(model_dir, eval_env, ts=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ph = 6\n",
    "with torch.no_grad():\n",
    "    timestep = np.array([2])\n",
    "    predictions = eval_stg_vel.predict(scene,\n",
    "                                   timestep,\n",
    "                                   ph,\n",
    "                                   num_samples=500)\n",
    "\n",
    "    predictions_mm = eval_stg_vel.predict(scene,\n",
    "                                      timestep,\n",
    "                                      ph,\n",
    "                                      num_samples=1,\n",
    "                                      z_mode=True,\n",
    "                                      gmm_mode=True)\n",
    "\n",
    "    # Plot predicted timestep for random scene in map\n",
    "    my_patch = (x_min, y_min, x_max, y_max)\n",
    "    fig, ax = nusc_map.render_map_patch(my_patch, layers, figsize=(10, 10), alpha=0.1, render_egoposes_range=False)\n",
    "\n",
    "    ax.plot([], [], 'ko-',\n",
    "            zorder=620,\n",
    "            markersize=4,\n",
    "            linewidth=2, alpha=0.7, label='Ours (MM)')\n",
    "\n",
    "    ax.plot([],\n",
    "            [],\n",
    "            'w--o', label='Ground Truth',\n",
    "            linewidth=3,\n",
    "            path_effects=[pe.Stroke(linewidth=4, foreground='k'), pe.Normal()])\n",
    "\n",
    "    plot_vehicle_nice(ax,\n",
    "                      predictions,\n",
    "                      scene.dt,\n",
    "                      max_hl=10,\n",
    "                      ph=ph,\n",
    "                      map=None, x_min=x_min, y_min=y_min)\n",
    "\n",
    "    plot_vehicle_mm(ax,\n",
    "                    predictions_mm,\n",
    "                    scene.dt,\n",
    "                    max_hl=10,\n",
    "                    ph=ph,\n",
    "                    map=None, x_min=x_min, y_min=y_min)\n",
    "\n",
    "    ax.set_ylim((1385, 1435))\n",
    "    ax.set_xlim((850, 900))\n",
    "    leg = ax.legend(loc='upper right', fontsize=20, frameon=True)\n",
    "    ax.axis('off')\n",
    "    for lh in leg.legendHandles:\n",
    "        lh.set_alpha(.5)\n",
    "    ax.get_legend().remove()\n",
    "    fig.show()\n",
    "    fig.savefig('plots/qual_nuScenes_no_map_vel.pdf', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction using velocity output and map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Loading from ./models/me_vel/model_registrar-12.pt\n",
      "Loaded!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model_dir = os.path.join(log_dir, 'me_vel') \n",
    "eval_stg_vel_map, hyp = load_model(model_dir, eval_env, ts=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ph = 6\n",
    "with torch.no_grad():\n",
    "    timestep = np.array([2])\n",
    "    predictions = eval_stg_vel_map.predict(scene,\n",
    "                                   timestep,\n",
    "                                   ph,\n",
    "                                   num_samples=500)\n",
    "\n",
    "    predictions_mm = eval_stg_vel_map.predict(scene,\n",
    "                                      timestep,\n",
    "                                      ph,\n",
    "                                      num_samples=1,\n",
    "                                      z_mode=True,\n",
    "                                      gmm_mode=True)\n",
    "\n",
    "    # Plot predicted timestep for random scene in map\n",
    "    my_patch = (x_min, y_min, x_max, y_max)\n",
    "    fig, ax = nusc_map.render_map_patch(my_patch, layers, figsize=(10, 10), alpha=0.1, render_egoposes_range=False)\n",
    "\n",
    "    ax.plot([], [], 'ko-',\n",
    "            zorder=620,\n",
    "            markersize=4,\n",
    "            linewidth=2, alpha=0.7, label='Ours (MM)')\n",
    "\n",
    "    ax.plot([],\n",
    "            [],\n",
    "            'w--o', label='Ground Truth',\n",
    "            linewidth=3,\n",
    "            path_effects=[pe.Stroke(linewidth=4, foreground='k'), pe.Normal()])\n",
    "\n",
    "    plot_vehicle_nice(ax,\n",
    "                      predictions,\n",
    "                      scene.dt,\n",
    "                      max_hl=10,\n",
    "                      ph=ph,\n",
    "                      map=None, x_min=x_min, y_min=y_min)\n",
    "\n",
    "    plot_vehicle_mm(ax,\n",
    "                    predictions_mm,\n",
    "                    scene.dt,\n",
    "                    max_hl=10,\n",
    "                    ph=ph,\n",
    "                    map=None, x_min=x_min, y_min=y_min)\n",
    "\n",
    "    ax.set_ylim((1385, 1435))\n",
    "    ax.set_xlim((850, 900))\n",
    "    leg = ax.legend(loc='upper right', fontsize=20, frameon=True)\n",
    "    ax.axis('off')\n",
    "    for lh in leg.legendHandles:\n",
    "        lh.set_alpha(.5)\n",
    "    ax.get_legend().remove()\n",
    "    fig.show()\n",
    "    fig.savefig('plots/qual_nuScenes_map_vel.pdf', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 72x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_patch = (0, 0, 1, 1)\n",
    "fig, ax = nusc_map.render_map_patch(my_patch, layers, figsize=(1, 1), alpha=0.1, render_egoposes_range=False)\n",
    "ax.plot([], [], 'ko',\n",
    "            zorder=620,\n",
    "            markersize=4,\n",
    "            linewidth=2, alpha=0.7, label='Ours (ML)')\n",
    "\n",
    "ax.plot([],\n",
    "        [],\n",
    "        'w--o', label='Ground Truth',\n",
    "        linewidth=3,\n",
    "        path_effects=[pe.Stroke(linewidth=4, foreground='k'), pe.Normal()])\n",
    "leg = ax.legend(loc='upper left', fontsize=30, frameon=True)\n",
    "for lh in leg.legendHandles:\n",
    "    lh.set_alpha(.5)\n",
    "ax.axis('off')\n",
    "ax.grid('off')\n",
    "fig.savefig('plots/qual_nuScenes_legend.pdf', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6 (GenTrajectron)",
   "language": "python",
   "name": "gentraj"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
